Files
wifi-densepose/crates/ruvector-mincut/docs/guide/07-api-reference.md
ruv d803bfe2b1 Squashed 'vendor/ruvector/' content from commit b64c2172
git-subtree-dir: vendor/ruvector
git-subtree-split: b64c21726f2bb37286d9ee36a7869fef60cc6900
2026-02-28 14:39:40 -05:00

1038 lines
30 KiB
Markdown
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
# API Quick Reference
Complete reference for all public types in ruvector-mincut.
---
## 1. Core Types
### MinCutBuilder
Builder pattern for creating `DynamicMinCut` instances.
| Method | Description | Example |
|--------|-------------|---------|
| `new()` | Create new builder | `MinCutBuilder::new()` |
| `exact()` | Use exact algorithm | `.exact()` |
| `approximate(ε)` | Use (1+ε)-approximate algorithm | `.approximate(0.1)` |
| `max_cut_size(n)` | Set max cut size for exact mode | `.max_cut_size(1000)` |
| `parallel(bool)` | Enable/disable parallel computation | `.parallel(true)` |
| `with_edges(vec)` | Initialize with edges | `.with_edges(vec![(1,2,1.0)])` |
| `build()` | Build the structure | `.build()` |
**Example:**
```rust
use ruvector_mincut::MinCutBuilder;
let mincut = MinCutBuilder::new()
.exact()
.max_cut_size(500)
.parallel(true)
.with_edges(vec![(1, 2, 1.0), (2, 3, 1.0)])
.build()?;
```
---
### DynamicMinCut
Main dynamic minimum cut structure.
| Method | Return Type | Description | Example |
|--------|-------------|-------------|---------|
| `new(config)` | `Self` | Create with config | `DynamicMinCut::new(config)` |
| `from_graph(g, cfg)` | `Result<Self>` | Build from existing graph | `DynamicMinCut::from_graph(graph, config)` |
| `insert_edge(u, v, w)` | `Result<f64>` | Insert edge, returns new min cut | `.insert_edge(1, 2, 1.0)?` |
| `delete_edge(u, v)` | `Result<f64>` | Delete edge, returns new min cut | `.delete_edge(1, 2)?` |
| `min_cut_value()` | `f64` | Get current min cut (O(1)) | `.min_cut_value()` |
| `min_cut()` | `MinCutResult` | Get detailed result | `.min_cut()` |
| `partition()` | `(Vec<u64>, Vec<u64>)` | Get cut partition | `.partition()` |
| `cut_edges()` | `Vec<Edge>` | Get edges in the cut | `.cut_edges()` |
| `is_connected()` | `bool` | Check connectivity | `.is_connected()` |
| `num_vertices()` | `usize` | Vertex count | `.num_vertices()` |
| `num_edges()` | `usize` | Edge count | `.num_edges()` |
| `stats()` | `AlgorithmStats` | Performance statistics | `.stats()` |
| `reset_stats()` | `()` | Reset statistics | `.reset_stats()` |
| `config()` | `&MinCutConfig` | Get configuration | `.config()` |
| `graph()` | `Arc<RwLock<Graph>>` | Get graph reference | `.graph()` |
**Example:**
```rust
let mut mincut = MinCutBuilder::new()
.with_edges(vec![(1, 2, 1.0)])
.build()?;
let new_cut = mincut.insert_edge(2, 3, 1.0)?;
println!("New min cut: {}", new_cut);
let result = mincut.min_cut();
let (s, t) = mincut.partition();
```
---
### MinCutResult
Result of a minimum cut query.
| Field | Type | Description |
|-------|------|-------------|
| `value` | `f64` | Minimum cut value |
| `cut_edges` | `Option<Vec<Edge>>` | Edges in the cut |
| `partition` | `Option<(Vec<u64>, Vec<u64>)>` | Vertex partition (S, T) |
| `is_exact` | `bool` | Whether result is exact |
| `approximation_ratio` | `f64` | Approximation ratio (1.0 if exact) |
**Example:**
```rust
let result = mincut.min_cut();
println!("Min cut value: {}", result.value);
println!("Is exact: {}", result.is_exact);
if let Some((s, t)) = result.partition {
println!("Partition sizes: {} and {}", s.len(), t.len());
}
```
---
### MinCutConfig
Configuration for minimum cut algorithm.
| Field | Type | Default | Description |
|-------|------|---------|-------------|
| `max_exact_cut_size` | `usize` | `1000` | Max cut size for exact algorithm |
| `epsilon` | `f64` | `0.1` | Approximation parameter (0 < ε ≤ 1) |
| `approximate` | `bool` | `false` | Use approximate mode |
| `parallel` | `bool` | `true` | Enable parallel computation |
| `cache_size` | `usize` | `10000` | Cache size for intermediate results |
**Example:**
```rust
use ruvector_mincut::MinCutConfig;
let config = MinCutConfig {
max_exact_cut_size: 500,
epsilon: 0.2,
approximate: false,
parallel: true,
cache_size: 5000,
};
```
---
### AlgorithmStats
Performance statistics.
| Field | Type | Description |
|-------|------|-------------|
| `insertions` | `u64` | Total insertions performed |
| `deletions` | `u64` | Total deletions performed |
| `queries` | `u64` | Total queries performed |
| `avg_update_time_us` | `f64` | Average update time (microseconds) |
| `avg_query_time_us` | `f64` | Average query time (microseconds) |
| `restructures` | `u64` | Number of tree restructures |
**Example:**
```rust
let stats = mincut.stats();
println!("Updates: {} insertions, {} deletions",
stats.insertions, stats.deletions);
println!("Avg update time: {:.2}μs", stats.avg_update_time_us);
```
---
## 2. Graph Types
### DynamicGraph
Thread-safe dynamic graph structure.
| Method | Return Type | Description | Example |
|--------|-------------|-------------|---------|
| `new()` | `Self` | Create empty graph | `DynamicGraph::new()` |
| `with_capacity(v, e)` | `Self` | Create with capacity hint | `.with_capacity(100, 200)` |
| `add_vertex(v)` | `bool` | Add vertex (returns true if new) | `.add_vertex(1)` |
| `has_vertex(v)` | `bool` | Check if vertex exists | `.has_vertex(1)` |
| `insert_edge(u, v, w)` | `Result<EdgeId>` | Insert weighted edge | `.insert_edge(1, 2, 1.0)?` |
| `delete_edge(u, v)` | `Result<Edge>` | Delete edge | `.delete_edge(1, 2)?` |
| `has_edge(u, v)` | `bool` | Check if edge exists | `.has_edge(1, 2)` |
| `get_edge(u, v)` | `Option<Edge>` | Get edge by endpoints | `.get_edge(1, 2)` |
| `neighbors(v)` | `Vec<(u64, EdgeId)>` | Get vertex neighbors | `.neighbors(1)` |
| `degree(v)` | `usize` | Get vertex degree | `.degree(1)` |
| `num_vertices()` | `usize` | Vertex count | `.num_vertices()` |
| `num_edges()` | `usize` | Edge count | `.num_edges()` |
| `vertices()` | `Vec<VertexId>` | All vertices | `.vertices()` |
| `edges()` | `Vec<Edge>` | All edges | `.edges()` |
| `stats()` | `GraphStats` | Graph statistics | `.stats()` |
| `is_connected()` | `bool` | Check connectivity | `.is_connected()` |
| `connected_components()` | `Vec<Vec<VertexId>>` | Find components | `.connected_components()` |
| `clear()` | `()` | Clear all data | `.clear()` |
| `remove_vertex(v)` | `Result<()>` | Remove vertex and incident edges | `.remove_vertex(1)?` |
| `edge_weight(u, v)` | `Option<f64>` | Get edge weight | `.edge_weight(1, 2)` |
| `update_edge_weight(u, v, w)` | `Result<()>` | Update edge weight | `.update_edge_weight(1, 2, 2.0)?` |
**Example:**
```rust
let graph = DynamicGraph::new();
graph.add_vertex(1);
graph.add_vertex(2);
let edge_id = graph.insert_edge(1, 2, 1.5)?;
println!("Created edge {}", edge_id);
```
---
### Edge
An edge in the graph.
| Field | Type | Description |
|-------|------|-------------|
| `id` | `EdgeId` (`u64`) | Unique edge identifier |
| `source` | `VertexId` (`u64`) | Source vertex |
| `target` | `VertexId` (`u64`) | Target vertex |
| `weight` | `Weight` (`f64`) | Edge weight |
| Method | Return Type | Description |
|--------|-------------|-------------|
| `new(id, src, tgt, w)` | `Self` | Create new edge |
| `canonical_endpoints()` | `(u64, u64)` | Get ordered endpoints |
| `other(v)` | `Option<u64>` | Get other endpoint |
**Example:**
```rust
use ruvector_mincut::Edge;
let edge = Edge::new(0, 1, 2, 1.5);
assert_eq!(edge.canonical_endpoints(), (1, 2));
assert_eq!(edge.other(1), Some(2));
```
---
### GraphStats
Graph statistics.
| Field | Type | Description |
|-------|------|-------------|
| `num_vertices` | `usize` | Number of vertices |
| `num_edges` | `usize` | Number of edges |
| `total_weight` | `f64` | Sum of all edge weights |
| `min_degree` | `usize` | Minimum vertex degree |
| `max_degree` | `usize` | Maximum vertex degree |
| `avg_degree` | `f64` | Average vertex degree |
**Example:**
```rust
let stats = graph.stats();
println!("Graph: {} vertices, {} edges",
stats.num_vertices, stats.num_edges);
println!("Degree range: {} to {}",
stats.min_degree, stats.max_degree);
```
---
### Type Aliases
| Type | Alias | Description |
|------|-------|-------------|
| `VertexId` | `u64` | Unique vertex identifier |
| `EdgeId` | `u64` | Unique edge identifier |
| `Weight` | `f64` | Edge weight type |
---
## 3. Algorithm Variants
### ApproxMinCut
(1+ε)-approximate minimum cut for all cut sizes (SODA 2025).
| Method | Return Type | Description | Example |
|--------|-------------|-------------|---------|
| `new(config)` | `Self` | Create with config | `ApproxMinCut::new(config)` |
| `with_epsilon(ε)` | `Self` | Create with specific ε | `ApproxMinCut::with_epsilon(0.1)` |
| `insert_edge(u, v, w)` | `()` | Insert edge | `.insert_edge(1, 2, 1.0)` |
| `delete_edge(u, v)` | `()` | Delete edge | `.delete_edge(1, 2)` |
| `min_cut()` | `ApproxMinCutResult` | Query min cut | `.min_cut()` |
| `min_cut_value()` | `f64` | Get value only | `.min_cut_value()` |
| `is_connected()` | `bool` | Check connectivity | `.is_connected()` |
| `vertex_count()` | `usize` | Vertex count | `.vertex_count()` |
| `edge_count()` | `usize` | Edge count | `.edge_count()` |
| `stats()` | `&ApproxMinCutStats` | Get statistics | `.stats()` |
**Example:**
```rust
use ruvector_mincut::ApproxMinCut;
let mut approx = ApproxMinCut::with_epsilon(0.1);
approx.insert_edge(1, 2, 1.0);
approx.insert_edge(2, 3, 1.0);
let result = approx.min_cut();
println!("Approx cut: {}", result.value);
println!("Bounds: [{}, {}]", result.lower_bound, result.upper_bound);
```
---
### ApproxMinCutConfig
Configuration for approximate algorithm.
| Field | Type | Default | Description |
|-------|------|---------|-------------|
| `epsilon` | `f64` | `0.1` | Approximation parameter |
| `num_samples` | `usize` | `3` | Number of sparsifier samples |
| `seed` | `u64` | `42` | Random seed |
---
### ApproxMinCutResult
Result from approximate algorithm.
| Field | Type | Description |
|-------|------|-------------|
| `value` | `f64` | Approximate cut value |
| `lower_bound` | `f64` | Lower bound (value / (1+ε)) |
| `upper_bound` | `f64` | Upper bound (value × (1+ε)) |
| `partition` | `Option<(Vec<u64>, Vec<u64>)>` | Partition if computed |
| `epsilon` | `f64` | Approximation ratio used |
---
### PolylogConnectivity
Polylogarithmic worst-case dynamic connectivity.
| Method | Return Type | Description | Time Complexity |
|--------|-------------|-------------|-----------------|
| `new()` | `Self` | Create new structure | O(1) |
| `insert(u, v)` | `Result<()>` | Insert edge | O(log³ n) expected |
| `delete(u, v)` | `Result<()>` | Delete edge | O(log³ n) expected |
| `connected(u, v)` | `bool` | Query connectivity | O(log n) |
| `stats()` | `PolylogStats` | Get statistics | O(1) |
**Example:**
```rust
use ruvector_mincut::PolylogConnectivity;
let mut conn = PolylogConnectivity::new();
conn.insert(1, 2)?;
conn.insert(2, 3)?;
assert!(conn.connected(1, 3));
```
---
### PolylogStats
Statistics for polylog connectivity.
| Field | Type | Description |
|-------|------|-------------|
| `num_levels` | `usize` | Number of hierarchy levels |
| `total_edges` | `usize` | Total edges across all levels |
| `rebuilds` | `u64` | Number of level rebuilds |
| `avg_insert_time_us` | `f64` | Average insertion time |
| `avg_delete_time_us` | `f64` | Average deletion time |
---
## 4. Paper Implementation Types
### ThreeLevelHierarchy
3-level cluster decomposition (arXiv:2512.13105).
| Type | Description |
|------|-------------|
| `Expander` | Level 0: φ-expander subgraphs |
| `Precluster` | Level 1: Groups of expanders |
| `HierarchyCluster` | Level 2: Top-level clusters |
#### Expander
| Field | Type | Description |
|-------|------|-------------|
| `id` | `u64` | Unique ID |
| `vertices` | `HashSet<VertexId>` | Vertices in expander |
| `internal_edges` | `Vec<(u64, u64)>` | Internal edges |
| `boundary_edges` | `Vec<(u64, u64)>` | Boundary edges |
| `volume` | `usize` | Sum of degrees |
| `expansion_ratio` | `f64` | Verified expansion φ |
| `precluster_id` | `Option<u64>` | Parent precluster |
| Method | Description |
|--------|-------------|
| `new(id, vertices)` | Create new expander |
| `size()` | Number of vertices |
| `contains(v)` | Check membership |
| `boundary_sparsity()` | Compute boundary/volume ratio |
---
#### Precluster
| Field | Type | Description |
|-------|------|-------------|
| `id` | `u64` | Unique ID |
| `expanders` | `Vec<u64>` | Expander IDs |
| `vertices` | `HashSet<VertexId>` | All vertices |
| `boundary_edges` | `Vec<(u64, u64)>` | Boundary edges |
| `volume` | `usize` | Total volume |
| `cluster_id` | `Option<u64>` | Parent cluster |
| Method | Description |
|--------|-------------|
| `new(id)` | Create new precluster |
| `add_expander(exp)` | Add expander |
| `size()` | Number of vertices |
| `boundary_ratio()` | Boundary/volume ratio |
---
#### HierarchyCluster
| Field | Type | Description |
|-------|------|-------------|
| `id` | `u64` | Unique ID |
| `preclusters` | `Vec<u64>` | Precluster IDs |
| `vertices` | `HashSet<VertexId>` | All vertices |
| `boundary_edges` | `Vec<(u64, u64)>` | Boundary edges |
| `mirror_cuts` | `Vec<MirrorCut>` | Tracked cuts |
| `internal_min_cut` | `f64` | Internal min cut |
---
### DeterministicLocalKCut
Deterministic local minimum cut algorithm.
| Type | Description |
|------|-------------|
| `EdgeColor` | Edge coloring (Red, Blue, Green, Yellow) |
| `EdgeColoring` | Coloring assignment with parameters a, b |
| `GreedyForestPacking` | Forest packing structure |
#### EdgeColor
```rust
pub enum EdgeColor {
Red, // Forest edge, class 1
Blue, // Forest edge, class 2
Green, // Non-forest edge, class 1
Yellow, // Non-forest edge, class 2
}
```
#### EdgeColoring
| Field | Type | Description |
|-------|------|-------------|
| `a` | `usize` | Cut size parameter |
| `b` | `usize` | Volume parameter |
| Method | Description |
|--------|-------------|
| `new(a, b)` | Create new coloring |
| `get(u, v)` | Get edge color |
| `set(u, v, color)` | Set edge color |
| `has_color(u, v, c)` | Check specific color |
---
#### GreedyForestPacking
| Field | Type | Description |
|-------|------|-------------|
| `num_forests` | `usize` | Number of forests (k) |
| Method | Description |
|--------|-------------|
| `new(k)` | Create k forests |
| `insert_edge(u, v)` | Insert into first available forest |
| `delete_edge(u, v)` | Remove edge |
| `is_tree_edge(u, v)` | Check if edge is in some forest |
**Example:**
```rust
use ruvector_mincut::GreedyForestPacking;
let mut packing = GreedyForestPacking::new(10);
if let Some(forest_id) = packing.insert_edge(1, 2) {
println!("Edge added to forest {}", forest_id);
}
```
---
### MinCutWrapper
Wrapper managing O(log n) bounded instances.
| Method | Return Type | Description | Example |
|--------|-------------|-------------|---------|
| `new(graph)` | `Self` | Create with default factory | `MinCutWrapper::new(graph)` |
| `with_factory(g, f)` | `Self` | Create with custom factory | `.with_factory(g, factory)` |
| `insert_edge(id, u, v)` | `()` | Buffer edge insertion | `.insert_edge(0, 1, 2)` |
| `delete_edge(id, u, v)` | `()` | Buffer edge deletion | `.delete_edge(0, 1, 2)` |
| `query()` | `MinCutResult` | Query min cut | `.query()` |
**Example:**
```rust
use ruvector_mincut::{MinCutWrapper, DynamicGraph};
use std::sync::Arc;
let graph = Arc::new(DynamicGraph::new());
let edge_id = graph.insert_edge(1, 2, 1.0)?;
let mut wrapper = MinCutWrapper::new(Arc::clone(&graph));
wrapper.insert_edge(edge_id, 1, 2);
let result = wrapper.query();
println!("Min cut: {}", result.value());
```
---
### CutCertificate
Verifiable certificate for minimum cut.
| Field | Type | Description |
|-------|------|-------------|
| `witnesses` | `Vec<WitnessHandle>` | Candidate cuts maintained |
| `witness_summaries` | `Vec<WitnessSummary>` | Serializable summaries |
| `localkcut_responses` | `Vec<LocalKCutResponse>` | Proof of no smaller cut |
| `best_witness_idx` | `Option<usize>` | Index of best witness |
| `timestamp` | `SystemTime` | Creation timestamp |
| `version` | `u32` | Certificate version |
| Method | Description |
|--------|-------------|
| `new()` | Create empty certificate |
| `with_witnesses(w)` | Create with witnesses |
| `add_witness(w)` | Add witness |
| `add_localkcut_response(r)` | Add LocalKCut proof |
| `find_best_witness()` | Find smallest boundary |
| `verify()` | Verify certificate validity |
**Example:**
```rust
use ruvector_mincut::CutCertificate;
let mut cert = CutCertificate::new();
cert.add_witness(witness);
cert.find_best_witness();
println!("Certificate valid: {}", cert.verify());
```
---
## 5. Integration Types
### RuVectorGraphAnalyzer
Graph analysis for ruvector ecosystem.
| Method | Return Type | Description | Example |
|--------|-------------|-------------|---------|
| `new(graph)` | `Self` | Create analyzer | `RuVectorGraphAnalyzer::new(g)` |
| `from_similarity_matrix(...)` | `Self` | Build from similarity | `.from_similarity_matrix(&sim, n, 0.8)` |
| `from_knn(neighbors)` | `Self` | Build from k-NN graph | `.from_knn(&neighbors)` |
| `min_cut()` | `u64` | Compute min cut | `.min_cut()` |
| `partition()` | `Option<(Vec, Vec)>` | Get partition | `.partition()` |
| `is_well_connected(t)` | `bool` | Check if cut ≥ threshold | `.is_well_connected(5)` |
| `find_bridges()` | `Vec<EdgeId>` | Find bridge edges | `.find_bridges()` |
| `add_edge(u, v, w)` | `Result<EdgeId>` | Add edge | `.add_edge(1, 2, 1.0)?` |
| `remove_edge(u, v)` | `Result<()>` | Remove edge | `.remove_edge(1, 2)?` |
| `invalidate_cache()` | `()` | Clear cached results | `.invalidate_cache()` |
**Example:**
```rust
use ruvector_mincut::{RuVectorGraphAnalyzer, DynamicGraph};
use std::sync::Arc;
let graph = Arc::new(DynamicGraph::new());
let mut analyzer = RuVectorGraphAnalyzer::new(graph);
analyzer.add_edge(1, 2, 1.0)?;
println!("Min cut: {}", analyzer.min_cut());
```
---
### CommunityDetector
Detect communities using recursive min-cut.
| Method | Return Type | Description | Example |
|--------|-------------|-------------|---------|
| `new(graph)` | `Self` | Create detector | `CommunityDetector::new(g)` |
| `detect(min_size)` | `&[Vec<VertexId>]` | Detect communities | `.detect(5)` |
| `communities()` | `&[Vec<VertexId>]` | Get communities | `.communities()` |
**Example:**
```rust
use ruvector_mincut::{CommunityDetector, DynamicGraph};
use std::sync::Arc;
let graph = Arc::new(DynamicGraph::new());
let mut detector = CommunityDetector::new(graph);
let communities = detector.detect(5);
println!("Found {} communities", communities.len());
```
---
### GraphPartitioner
Partition graph for distributed processing.
| Method | Return Type | Description | Example |
|--------|-------------|-------------|---------|
| `new(graph)` | `Self` | Create partitioner | `GraphPartitioner::new(g)` |
| `partition(k)` | `Vec<Vec<VertexId>>` | Partition into k parts | `.partition(4)` |
| `balanced_partition(k)` | `Vec<Vec<VertexId>>` | Balanced k-way partition | `.balanced_partition(4)` |
**Example:**
```rust
use ruvector_mincut::{GraphPartitioner, DynamicGraph};
use std::sync::Arc;
let graph = Arc::new(DynamicGraph::new());
let mut partitioner = GraphPartitioner::new(graph);
let parts = partitioner.balanced_partition(4);
println!("Partition sizes: {:?}",
parts.iter().map(|p| p.len()).collect::<Vec<_>>());
```
---
## 6. Compact/Parallel Types (agentic feature)
### BitSet256
Compact bit-packed set for 256 vertices (32 bytes).
| Method | Description | Example |
|--------|-------------|---------|
| `new()` | Create empty set | `BitSet256::new()` |
| `insert(v)` | Insert vertex | `.insert(42)` |
| `contains(v)` | Check membership | `.contains(42)` |
| `remove(v)` | Remove vertex | `.remove(42)` |
| `count()` | Count members | `.count()` |
| `union(other)` | Set union | `.union(&other)` |
| `intersection(other)` | Set intersection | `.intersection(&other)` |
| `xor(other)` | Symmetric difference | `.xor(&other)` |
| `iter()` | Iterate members | `.iter()` |
**Example:**
```rust
use ruvector_mincut::BitSet256;
let mut set = BitSet256::new();
set.insert(10);
set.insert(20);
assert_eq!(set.count(), 2);
assert!(set.contains(10));
```
---
### CompactCoreState
Complete min-cut state for 8KB WASM core.
| Field | Type | Description |
|-------|------|-------------|
| `vertices` | `BitSet256` | Active vertices |
| `edges` | `[CompactEdge; MAX_EDGES]` | Edge array |
| `num_edges` | `u16` | Number of active edges |
| `witnesses` | `[CompactWitness; 8]` | Maintained witnesses |
| `num_witnesses` | `u8` | Number of witnesses |
| `current_min_cut` | `u16` | Current min cut value |
| Constant | Value | Description |
|----------|-------|-------------|
| `MAX_VERTICES_PER_CORE` | `256` | Max vertices per core |
| `MAX_EDGES_PER_CORE` | `384` | Max edges per core |
---
### CompactEdge
Compact edge (8 bytes).
| Field | Type | Description |
|-------|------|-------------|
| `source` | `u16` | Source vertex |
| `target` | `u16` | Target vertex |
| `weight` | `u16` | Weight (0.01 precision) |
| `flags` | `u16` | Status flags |
| Flag | Value | Description |
|------|-------|-------------|
| `FLAG_ACTIVE` | `0x0001` | Edge is active |
| `FLAG_IN_CUT` | `0x0002` | Edge is in current cut |
| `FLAG_TREE_EDGE` | `0x0004` | Edge is in spanning tree |
---
### CoreDistributor
Distributes work across 256 cores.
| Field | Type | Description |
|-------|------|-------------|
| `strategy` | `CoreStrategy` | Distribution strategy |
| `num_vertices` | `u16` | Total vertices |
| `num_edges` | `u16` | Total edges |
| Method | Description |
|--------|-------------|
| `new(strategy, v, e)` | Create distributor |
| `vertex_to_core(v)` | Determine core for vertex |
| `distribute_ranges()` | Distribute geometric ranges |
---
### CoreExecutor
Execute min-cut on single core.
| Method | Return Type | Description |
|--------|-------------|-------------|
| `new(id, range)` | `Self` | Create executor for core |
| `load_state(state)` | `()` | Load graph state |
| `execute()` | `CoreResult` | Execute min-cut |
| `get_result()` | `CoreResult` | Get result |
---
### SharedCoordinator
Atomic coordination across cores (64 bytes).
| Field | Type | Description |
|-------|------|-------------|
| `global_min_cut` | `AtomicU16` | Global minimum found |
| `completed_cores` | `AtomicU8` | Completion count |
| `phase` | `AtomicU8` | Current phase |
| `best_core` | `AtomicU8` | Core with best result |
| Method | Description |
|--------|-------------|
| `new()` | Create coordinator |
| `try_update_min(val, id)` | Atomic min update |
| `mark_completed()` | Mark core done |
| `all_completed()` | Check if all done |
**Constants:**
```rust
pub const NUM_CORES: usize = 256;
pub const RANGES_PER_CORE: usize = 1;
pub const RANGE_FACTOR: f32 = 1.2;
```
---
### Helper Functions
| Function | Description |
|----------|-------------|
| `compute_core_range(id)` | Get (λ_min, λ_max) for core |
**Example:**
```rust
use ruvector_mincut::compute_core_range;
let (min, max) = compute_core_range(10);
println!("Core 10 handles range [{}, {}]", min, max);
```
---
## 7. Monitoring Types (monitoring feature)
### MonitorBuilder
Builder for `MinCutMonitor`.
| Method | Description | Example |
|--------|-------------|---------|
| `new()` | Create builder | `MonitorBuilder::new()` |
| `with_config(cfg)` | Set configuration | `.with_config(config)` |
| `threshold_below(v, name)` | Add below-threshold alert | `.threshold_below(10.0, "low")` |
| `threshold_above(v, name)` | Add above-threshold alert | `.threshold_above(100.0, "high")` |
| `on_change(name, cb)` | Add change callback | `.on_change("test", \|e\| {...})` |
| `on_event_type(type, name, cb)` | Add type-filtered callback | `.on_event_type(EventType::CutIncreased, "inc", \|e\| {...})` |
| `build()` | Build monitor | `.build()` |
**Example:**
```rust
use ruvector_mincut::{MonitorBuilder, EventType};
let monitor = MonitorBuilder::new()
.threshold_below(5.0, "critical")
.threshold_above(50.0, "high")
.on_event_type(EventType::CutDecreased, "alert", |event| {
println!("Cut decreased to {}", event.new_value);
})
.build();
```
---
### MinCutMonitor
Real-time monitoring for min-cut changes.
| Method | Return Type | Description | Example |
|--------|-------------|-------------|---------|
| `new(config)` | `Self` | Create monitor | `MinCutMonitor::new(cfg)` |
| `on_event(name, cb)` | `Result<()>` | Register callback | `.on_event("test", \|e\| {...})?` |
| `on_event_type(type, name, cb)` | `Result<()>` | Register filtered callback | `.on_event_type(EventType::CutIncreased, "inc", \|e\| {...})?` |
| `add_threshold(t)` | `Result<()>` | Add threshold | `.add_threshold(threshold)?` |
| `remove_threshold(name)` | `bool` | Remove threshold | `.remove_threshold("low")` |
| `remove_callback(name)` | `bool` | Remove callback | `.remove_callback("test")` |
| `notify(old, new, edge)` | `()` | Notify of change | `.notify(5.0, 10.0, None)` |
| `metrics()` | `MonitorMetrics` | Get metrics | `.metrics()` |
| `reset_metrics()` | `()` | Reset metrics | `.reset_metrics()` |
| `current_cut()` | `f64` | Get current value | `.current_cut()` |
| `threshold_status()` | `Vec<(String, bool)>` | Threshold states | `.threshold_status()` |
**Example:**
```rust
use ruvector_mincut::{MinCutMonitor, MonitorConfig};
let monitor = MinCutMonitor::new(MonitorConfig::default());
monitor.on_event("logger", |event| {
println!("Event: {:?}", event.event_type);
})?;
monitor.notify(10.0, 5.0, None);
```
---
### EventType
Type of monitoring event.
```rust
pub enum EventType {
CutIncreased, // Min cut value increased
CutDecreased, // Min cut value decreased
ThresholdCrossedBelow, // Crossed below threshold
ThresholdCrossedAbove, // Crossed above threshold
Disconnected, // Graph became disconnected
Connected, // Graph became connected
EdgeInserted, // Edge was inserted
EdgeDeleted, // Edge was deleted
}
```
---
### MinCutEvent
Event from monitoring system.
| Field | Type | Description |
|-------|------|-------------|
| `event_type` | `EventType` | Type of event |
| `new_value` | `f64` | New min cut value |
| `old_value` | `f64` | Previous min cut value |
| `timestamp` | `Instant` | When event occurred |
| `threshold` | `Option<f64>` | Threshold crossed (if applicable) |
| `edge` | `Option<(u64, u64)>` | Edge involved (if applicable) |
---
### Threshold
Threshold configuration.
| Field | Type | Description |
|-------|------|-------------|
| `value` | `f64` | Threshold value |
| `name` | `String` | Identifier |
| `alert_below` | `bool` | Alert when below (vs above) |
| `enabled` | `bool` | Whether active |
| Method | Description |
|--------|-------------|
| `new(v, name, below)` | Create threshold |
**Example:**
```rust
use ruvector_mincut::Threshold;
let threshold = Threshold::new(10.0, "critical".to_string(), true);
```
---
### MonitorMetrics
Collected monitoring metrics.
| Field | Type | Description |
|-------|------|-------------|
| `total_events` | `u64` | Total events processed |
| `events_by_type` | `HashMap<String, u64>` | Events by type |
| `cut_history` | `Vec<(Instant, f64)>` | Sampled history |
| `avg_cut` | `f64` | Average cut value |
| `min_observed` | `f64` | Minimum observed |
| `max_observed` | `f64` | Maximum observed |
| `threshold_violations` | `u64` | Threshold crossings |
| `time_since_last_event` | `Option<Duration>` | Time since last event |
**Example:**
```rust
let metrics = monitor.metrics();
println!("Total events: {}", metrics.total_events);
println!("Average cut: {:.2}", metrics.avg_cut);
println!("Range: [{}, {}]", metrics.min_observed, metrics.max_observed);
```
---
### MonitorConfig
Monitor configuration.
| Field | Type | Default | Description |
|-------|------|---------|-------------|
| `max_callbacks` | `usize` | `100` | Max registered callbacks |
| `sample_interval` | `Duration` | `1s` | History sampling interval |
| `max_history_size` | `usize` | `1000` | Max history entries |
| `collect_metrics` | `bool` | `true` | Enable metrics collection |
---
## Common Operation Quick Reference
### Initialize and Build
```rust
// Basic exact algorithm
let mincut = MinCutBuilder::new()
.exact()
.with_edges(vec![(1, 2, 1.0)])
.build()?;
// Approximate algorithm
let approx = MinCutBuilder::new()
.approximate(0.1)
.with_edges(edges)
.build()?;
```
### Dynamic Updates
```rust
// Insert edge
let new_cut = mincut.insert_edge(3, 4, 2.0)?;
// Delete edge
let new_cut = mincut.delete_edge(1, 2)?;
// Query
let value = mincut.min_cut_value();
let result = mincut.min_cut();
```
### Monitoring
```rust
let monitor = MonitorBuilder::new()
.threshold_below(5.0, "critical")
.on_change("log", |e| println!("{:?}", e))
.build();
monitor.notify(old_value, new_value, None);
```
### Integration
```rust
let analyzer = RuVectorGraphAnalyzer::new(graph);
let cut = analyzer.min_cut();
let (s, t) = analyzer.partition().unwrap();
let detector = CommunityDetector::new(graph);
let communities = detector.detect(5);
```
---
## Error Handling
All fallible operations return `Result<T, MinCutError>`:
```rust
use ruvector_mincut::{MinCutBuilder, MinCutError};
match mincut.insert_edge(1, 2, 1.0) {
Ok(new_cut) => println!("New cut: {}", new_cut),
Err(MinCutError::EdgeExists(u, v)) => {
println!("Edge {}-{} already exists", u, v);
}
Err(e) => println!("Error: {:?}", e),
}
```
Common errors:
- `EdgeExists(u, v)` - Edge already present
- `EdgeNotFound(u, v)` - Edge doesn't exist
- `InvalidEdge(u, v)` - Self-loop or invalid
- `InvalidVertex(v)` - Vertex doesn't exist
- `InvalidParameter(msg)` - Invalid configuration
---
## Performance Tips
1. **Use exact mode for small cuts** (<1000), approximate for larger
2. **Enable parallel** computation for graphs with >1000 edges
3. **Batch updates** when possible, query after batch complete
4. **Monitor selectively** - use event type filters
5. **For agentic chip**: Keep per-core state under 8KB
6. **Cache invalidation**: Only when necessary for integration types
---
## Version Information
```rust
use ruvector_mincut::{VERSION, NAME};
println!("{} v{}", NAME, VERSION);
```
Current certificate version: `CERTIFICATE_VERSION = 1`
---
## See Also
- [Getting Started Guide](01-getting-started.md)
- [Algorithm Details](02-algorithm-details.md)
- [Performance Guide](03-performance.md)
- [Paper Algorithms](04-paper-algorithms.md)
- [Agentic Chip](05-agentic-chip.md)
- [Monitoring Guide](06-monitoring.md)